Overview
Brought to you by YData
Dataset statistics
| Number of variables | 41 |
|---|---|
| Number of observations | 19357 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 6.1 MiB |
| Average record size in memory | 328.0 B |
Variable types
| Numeric | 16 |
|---|---|
| Categorical | 25 |
Deuda_Pendiente is highly overall correlated with Mezcla_Crediticia_Bad and 1 other fields | High correlation |
Edad is highly overall correlated with Edad_Historial_Credito and 1 other fields | High correlation |
Edad_Historial_Credito is highly overall correlated with Edad | High correlation |
Inversion_Mensual is highly overall correlated with Salario_Mensual and 2 other fields | High correlation |
Mezcla_Crediticia_Bad is highly overall correlated with Deuda_Pendiente and 5 other fields | High correlation |
Mezcla_Crediticia_Good is highly overall correlated with Mezcla_Crediticia_Standard and 4 other fields | High correlation |
Mezcla_Crediticia_Standard is highly overall correlated with Mezcla_Crediticia_Good and 2 other fields | High correlation |
Num_Consultas_Credito is highly overall correlated with Mezcla_Crediticia_Bad | High correlation |
Num_Pagos_Retrasados is highly overall correlated with Mezcla_Crediticia_Bad and 2 other fields | High correlation |
Num_Tarjetas_Credito is highly overall correlated with Mezcla_Crediticia_Bad | High correlation |
Pago_Minimo_No is highly overall correlated with Mezcla_Crediticia_Good and 1 other fields | High correlation |
Pago_Minimo_Yes is highly overall correlated with Mezcla_Crediticia_Good and 1 other fields | High correlation |
Retraso_Pago is highly overall correlated with Mezcla_Crediticia_Bad | High correlation |
Salario_Mensual is highly overall correlated with Inversion_Mensual and 3 other fields | High correlation |
Saldo_Mensual is highly overall correlated with Salario_Mensual | High correlation |
Tasa_Interes is highly overall correlated with Mezcla_Crediticia_Bad and 2 other fields | High correlation |
Total_Cuota_Mensual is highly overall correlated with Inversion_Mensual and 2 other fields | High correlation |
credit_history_ratio is highly overall correlated with Edad | High correlation |
debt_to_income is highly overall correlated with Deuda_Pendiente and 2 other fields | High correlation |
payment_to_income is highly overall correlated with Total_Cuota_Mensual | High correlation |
Comportamiento_de_Pago_Low_spent_Large_value_payments is highly imbalanced (50.2%) | Imbalance |
Mezcla_Crediticia_Bad is highly imbalanced (67.5%) | Imbalance |
Ocupacion_Architect is highly imbalanced (59.8%) | Imbalance |
Ocupacion_Developer is highly imbalanced (66.5%) | Imbalance |
Ocupacion_Doctor is highly imbalanced (64.2%) | Imbalance |
Ocupacion_Engineer is highly imbalanced (63.8%) | Imbalance |
Ocupacion_Entrepreneur is highly imbalanced (64.5%) | Imbalance |
Ocupacion_Journalist is highly imbalanced (67.4%) | Imbalance |
Ocupacion_Lawyer is highly imbalanced (64.2%) | Imbalance |
Ocupacion_Manager is highly imbalanced (63.3%) | Imbalance |
Ocupacion_Mechanic is highly imbalanced (64.9%) | Imbalance |
Ocupacion_Media_Manager is highly imbalanced (63.8%) | Imbalance |
Ocupacion_Musician is highly imbalanced (65.8%) | Imbalance |
Ocupacion_Scientist is highly imbalanced (64.1%) | Imbalance |
Ocupacion_Teacher is highly imbalanced (65.6%) | Imbalance |
Ocupacion_Writer is highly imbalanced (65.4%) | Imbalance |
Retraso_Pago has 330 (1.7%) zeros | Zeros |
Num_Pagos_Retrasados has 519 (2.7%) zeros | Zeros |
Num_Consultas_Credito has 2310 (11.9%) zeros | Zeros |
Inversion_Mensual has 196 (1.0%) zeros | Zeros |
Reproduction
| Analysis started | 2025-04-17 04:52:32.928522 |
|---|---|
| Analysis finished | 2025-04-17 04:53:00.978908 |
| Duration | 28.05 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
Edad
Real number (ℝ)
High correlation 
| Distinct | 33 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.630676 |
| Minimum | 18 |
|---|---|
| Maximum | 50 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 151.4 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 18 |
| Q1 | 22 |
| median | 26 |
| Q3 | 33 |
| 95-th percentile | 42 |
| Maximum | 50 |
| Range | 32 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 7.4740396 |
|---|---|
| Coefficient of variation (CV) | 0.27049789 |
| Kurtosis | -0.29458367 |
| Mean | 27.630676 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.74530227 |
| Sum | 534847 |
| Variance | 55.861268 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 19 | 1291 | 6.7% |
| 20 | 1209 | 6.2% |
| 22 | 1202 | 6.2% |
| 21 | 1167 | 6.0% |
| 24 | 1156 | 6.0% |
| 23 | 1128 | 5.8% |
| 18 | 1111 | 5.7% |
| 25 | 1039 | 5.4% |
| 26 | 971 | 5.0% |
| 27 | 888 | 4.6% |
| Other values (23) | 8195 |
| Value | Count | Frequency (%) |
| 18 | 1111 | |
| 19 | 1291 | |
| 20 | 1209 | |
| 21 | 1167 | |
| 22 | 1202 | |
| 23 | 1128 | |
| 24 | 1156 | |
| 25 | 1039 | |
| 26 | 971 | |
| 27 | 888 |
| Value | Count | Frequency (%) |
| 50 | 9 | < 0.1% |
| 49 | 56 | 0.3% |
| 48 | 94 | 0.5% |
| 47 | 65 | 0.3% |
| 46 | 108 | 0.6% |
| 45 | 172 | |
| 44 | 222 | |
| 43 | 203 | |
| 42 | 176 | |
| 41 | 315 |
Salario_Mensual
Real number (ℝ)
High correlation 
| Distinct | 3322 |
|---|---|
| Distinct (%) | 17.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4871.9399 |
| Minimum | 332.12833 |
|---|---|
| Maximum | 15115.19 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 151.4 KiB |
Quantile statistics
| Minimum | 332.12833 |
|---|---|
| 5-th percentile | 1012.2096 |
| Q1 | 1985.7408 |
| median | 3529.8733 |
| Q3 | 7133.2933 |
| 95-th percentile | 11748.077 |
| Maximum | 15115.19 |
| Range | 14783.062 |
| Interquartile range (IQR) | 5147.5525 |
Descriptive statistics
| Standard deviation | 3510.8863 |
|---|---|
| Coefficient of variation (CV) | 0.72063416 |
| Kurtosis | -0.10252891 |
| Mean | 4871.9399 |
| Median Absolute Deviation (MAD) | 2052.0767 |
| Skewness | 0.90698016 |
| Sum | 94306141 |
| Variance | 12326323 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1315.560833 | 14 | 0.1% |
| 6769.13 | 12 | 0.1% |
| 5766.491667 | 10 | 0.1% |
| 3953.978333 | 8 | < 0.1% |
| 4697.666667 | 8 | < 0.1% |
| 5807.178333 | 8 | < 0.1% |
| 961.1533333 | 8 | < 0.1% |
| 5868.18 | 8 | < 0.1% |
| 1572.2625 | 8 | < 0.1% |
| 11104.69333 | 8 | < 0.1% |
| Other values (3312) | 19265 |
| Value | Count | Frequency (%) |
| 332.1283333 | 5 | |
| 368.3741667 | 2 | < 0.1% |
| 396.3441667 | 7 | |
| 403.2541667 | 6 | |
| 406.5733333 | 7 | |
| 428.9241667 | 4 | |
| 431.73625 | 7 | |
| 434.6083333 | 7 | |
| 440.0408799 | 1 | < 0.1% |
| 447.4975 | 7 |
| Value | Count | Frequency (%) |
| 15115.19 | 2 | < 0.1% |
| 15090.07667 | 6 | |
| 14978.33667 | 7 | |
| 14960.25 | 7 | |
| 14958.33667 | 2 | < 0.1% |
| 14929.54 | 7 | |
| 14880.38333 | 7 | |
| 14867.81333 | 7 | |
| 14862.28333 | 3 | |
| 14856.48333 | 7 |
Num_Tarjetas_Credito
Real number (ℝ)
High correlation 
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.9387818 |
| Minimum | 0 |
|---|---|
| Maximum | 10 |
| Zeros | 6 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 151.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 5 |
| Q3 | 6 |
| 95-th percentile | 7 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.773325 |
|---|---|
| Coefficient of variation (CV) | 0.35906121 |
| Kurtosis | -0.060390999 |
| Mean | 4.9387818 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.18308625 |
| Sum | 95600 |
| Variance | 3.1446816 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 3809 | |
| 4 | 3725 | |
| 3 | 3416 | |
| 7 | 3383 | |
| 6 | 3164 | |
| 2 | 538 | 2.8% |
| 1 | 527 | 2.7% |
| 9 | 285 | 1.5% |
| 10 | 271 | 1.4% |
| 8 | 233 | 1.2% |
| Value | Count | Frequency (%) |
| 0 | 6 | < 0.1% |
| 1 | 527 | 2.7% |
| 2 | 538 | 2.8% |
| 3 | 3416 | |
| 4 | 3725 | |
| 5 | 3809 | |
| 6 | 3164 | |
| 7 | 3383 | |
| 8 | 233 | 1.2% |
| 9 | 285 | 1.5% |
| Value | Count | Frequency (%) |
| 10 | 271 | 1.4% |
| 9 | 285 | 1.5% |
| 8 | 233 | 1.2% |
| 7 | 3383 | |
| 6 | 3164 | |
| 5 | 3809 | |
| 4 | 3725 | |
| 3 | 3416 | |
| 2 | 538 | 2.8% |
| 1 | 527 | 2.7% |
Tasa_Interes
Real number (ℝ)
High correlation 
| Distinct | 34 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.025624 |
| Minimum | 1 |
|---|---|
| Maximum | 34 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 151.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 6 |
| median | 10 |
| Q3 | 15 |
| 95-th percentile | 25 |
| Maximum | 34 |
| Range | 33 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 6.9246725 |
|---|---|
| Coefficient of variation (CV) | 0.62805268 |
| Kurtosis | 0.90727853 |
| Mean | 11.025624 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.97471212 |
| Sum | 213423 |
| Variance | 47.95109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 1298 | 6.7% |
| 6 | 1297 | 6.7% |
| 12 | 1296 | 6.7% |
| 8 | 1273 | 6.6% |
| 7 | 1263 | 6.5% |
| 10 | 1200 | 6.2% |
| 11 | 1163 | 6.0% |
| 9 | 1146 | 5.9% |
| 3 | 812 | 4.2% |
| 1 | 748 | 3.9% |
| Other values (24) | 7861 |
| Value | Count | Frequency (%) |
| 1 | 748 | |
| 2 | 710 | |
| 3 | 812 | |
| 4 | 727 | |
| 5 | 1298 | |
| 6 | 1297 | |
| 7 | 1263 | |
| 8 | 1273 | |
| 9 | 1146 | |
| 10 | 1200 |
| Value | Count | Frequency (%) |
| 34 | 98 | |
| 33 | 99 | |
| 32 | 108 | |
| 31 | 137 | |
| 30 | 76 | |
| 29 | 92 | |
| 28 | 137 | |
| 27 | 85 | |
| 26 | 89 | |
| 25 | 76 |
Retraso_Pago
Real number (ℝ)
High correlation  Zeros 
| Distinct | 63 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.021801 |
| Minimum | 0 |
|---|---|
| Maximum | 62 |
| Zeros | 330 |
| Zeros (%) | 1.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 151.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 8 |
| median | 14 |
| Q3 | 23 |
| 95-th percentile | 34 |
| Maximum | 62 |
| Range | 62 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 11.11402 |
|---|---|
| Coefficient of variation (CV) | 0.69368104 |
| Kurtosis | 2.5509176 |
| Mean | 16.021801 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 1.3257482 |
| Sum | 310134 |
| Variance | 123.52143 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 862 | 4.5% |
| 14 | 830 | 4.3% |
| 11 | 828 | 4.3% |
| 5 | 819 | 4.2% |
| 13 | 817 | 4.2% |
| 15 | 810 | 4.2% |
| 7 | 810 | 4.2% |
| 8 | 809 | 4.2% |
| 12 | 792 | 4.1% |
| 10 | 787 | 4.1% |
| Other values (53) | 11193 |
| Value | Count | Frequency (%) |
| 0 | 330 | 1.7% |
| 1 | 403 | |
| 2 | 364 | |
| 3 | 477 | |
| 4 | 499 | |
| 5 | 819 | |
| 6 | 772 | |
| 7 | 810 | |
| 8 | 809 | |
| 9 | 862 |
| Value | Count | Frequency (%) |
| 62 | 35 | |
| 61 | 33 | |
| 60 | 45 | |
| 59 | 23 | |
| 58 | 33 | |
| 57 | 36 | |
| 56 | 24 | |
| 55 | 38 | |
| 54 | 25 | |
| 53 | 29 |
Num_Pagos_Retrasados
Real number (ℝ)
High correlation  Zeros 
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.450586 |
| Minimum | 0 |
|---|---|
| Maximum | 25 |
| Zeros | 519 |
| Zeros (%) | 2.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 151.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 8 |
| median | 11 |
| Q3 | 16 |
| 95-th percentile | 20 |
| Maximum | 25 |
| Range | 25 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 5.8443685 |
|---|---|
| Coefficient of variation (CV) | 0.51039906 |
| Kurtosis | -0.72954847 |
| Mean | 11.450586 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -0.068149551 |
| Sum | 221649 |
| Variance | 34.156643 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 1386 | 7.2% |
| 12 | 1338 | 6.9% |
| 9 | 1267 | 6.5% |
| 8 | 1237 | 6.4% |
| 11 | 1122 | 5.8% |
| 19 | 997 | 5.2% |
| 13 | 991 | 5.1% |
| 14 | 978 | 5.1% |
| 16 | 973 | 5.0% |
| 15 | 966 | 5.0% |
| Other values (16) | 8102 |
| Value | Count | Frequency (%) |
| 0 | 519 | |
| 1 | 618 | |
| 2 | 529 | |
| 3 | 562 | |
| 4 | 544 | |
| 5 | 674 | |
| 6 | 594 | |
| 7 | 679 | |
| 8 | 1237 | |
| 9 | 1267 |
| Value | Count | Frequency (%) |
| 25 | 86 | 0.4% |
| 24 | 135 | 0.7% |
| 23 | 147 | 0.8% |
| 22 | 196 | 1.0% |
| 21 | 264 | 1.4% |
| 20 | 804 | |
| 19 | 997 | |
| 18 | 817 | |
| 17 | 934 | |
| 16 | 973 |
Cambio_Limite_Credito
Real number (ℝ)
| Distinct | 2201 |
|---|---|
| Distinct (%) | 11.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.5521827 |
| Minimum | 0.5 |
|---|---|
| Maximum | 29.85 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 151.4 KiB |
Quantile statistics
| Minimum | 0.5 |
|---|---|
| 5-th percentile | 1.3 |
| Q1 | 4.5 |
| median | 8.2 |
| Q3 | 11.51 |
| 95-th percentile | 18.2 |
| Maximum | 29.85 |
| Range | 29.35 |
| Interquartile range (IQR) | 7.01 |
Descriptive statistics
| Standard deviation | 5.0875588 |
|---|---|
| Coefficient of variation (CV) | 0.59488426 |
| Kurtosis | -0.088569548 |
| Mean | 8.5521827 |
| Median Absolute Deviation (MAD) | 3.48 |
| Skewness | 0.5630988 |
| Sum | 165544.6 |
| Variance | 25.883255 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7.69 | 58 | 0.3% |
| 11.5 | 54 | 0.3% |
| 4.72 | 48 | 0.2% |
| 11.49 | 44 | 0.2% |
| 1.51 | 40 | 0.2% |
| 4.29 | 39 | 0.2% |
| 5.08 | 37 | 0.2% |
| 3.66 | 37 | 0.2% |
| 11.66 | 36 | 0.2% |
| 9.32 | 36 | 0.2% |
| Other values (2191) | 18928 |
| Value | Count | Frequency (%) |
| 0.5 | 17 | |
| 0.51 | 15 | |
| 0.52 | 2 | < 0.1% |
| 0.52 | 17 | |
| 0.53 | 17 | |
| 0.54 | 13 | |
| 0.55 | 2 | < 0.1% |
| 0.55 | 7 | < 0.1% |
| 0.56 | 6 | < 0.1% |
| 0.57 | 24 |
| Value | Count | Frequency (%) |
| 29.85 | 2 | < 0.1% |
| 29.2 | 1 | < 0.1% |
| 28.45 | 2 | < 0.1% |
| 28.04 | 5 | |
| 27.7 | 6 | |
| 27.45 | 1 | < 0.1% |
| 27.15 | 1 | < 0.1% |
| 26.62 | 1 | < 0.1% |
| 26.16 | 6 | |
| 26.12 | 1 | < 0.1% |
Num_Consultas_Credito
Real number (ℝ)
High correlation  Zeros 
| Distinct | 18 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.0858088 |
| Minimum | 0 |
|---|---|
| Maximum | 17 |
| Zeros | 2310 |
| Zeros (%) | 11.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 151.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 11 |
| Maximum | 17 |
| Range | 17 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.2233974 |
|---|---|
| Coefficient of variation (CV) | 0.78892518 |
| Kurtosis | 0.56465987 |
| Mean | 4.0858088 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.92106159 |
| Sum | 79089 |
| Variance | 10.390291 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 3081 | |
| 3 | 2604 | |
| 2 | 2410 | |
| 0 | 2310 | |
| 1 | 2232 | |
| 7 | 1255 | |
| 6 | 1233 | |
| 5 | 1231 | 6.4% |
| 8 | 1037 | 5.4% |
| 9 | 597 | 3.1% |
| Other values (8) | 1367 |
| Value | Count | Frequency (%) |
| 0 | 2310 | |
| 1 | 2232 | |
| 2 | 2410 | |
| 3 | 2604 | |
| 4 | 3081 | |
| 5 | 1231 | 6.4% |
| 6 | 1233 | |
| 7 | 1255 | |
| 8 | 1037 | 5.4% |
| 9 | 597 | 3.1% |
| Value | Count | Frequency (%) |
| 17 | 17 | 0.1% |
| 16 | 34 | 0.2% |
| 15 | 50 | 0.3% |
| 14 | 73 | 0.4% |
| 13 | 88 | 0.5% |
| 12 | 364 | 1.9% |
| 11 | 367 | 1.9% |
| 10 | 374 | 1.9% |
| 9 | 597 | |
| 8 | 1037 |
Deuda_Pendiente
Real number (ℝ)
High correlation 
| Distinct | 3128 |
|---|---|
| Distinct (%) | 16.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 904.90999 |
| Minimum | 0.54 |
|---|---|
| Maximum | 4921.57 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 151.4 KiB |
Quantile statistics
| Minimum | 0.54 |
|---|---|
| 5-th percentile | 85.31 |
| Q1 | 415.77 |
| median | 843.36 |
| Q3 | 1262.12 |
| 95-th percentile | 2187.636 |
| Maximum | 4921.57 |
| Range | 4921.03 |
| Interquartile range (IQR) | 846.35 |
Descriptive statistics
| Standard deviation | 643.33122 |
|---|---|
| Coefficient of variation (CV) | 0.71093394 |
| Kurtosis | 4.0864261 |
| Mean | 904.90999 |
| Median Absolute Deviation (MAD) | 422.47 |
| Skewness | 1.3975121 |
| Sum | 17516343 |
| Variance | 413875.06 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 544.02 | 15 | 0.1% |
| 6.41 | 15 | 0.1% |
| 1217.99 | 15 | 0.1% |
| 1223 | 14 | 0.1% |
| 982.81 | 14 | 0.1% |
| 55.2 | 14 | 0.1% |
| 69.84 | 14 | 0.1% |
| 1135.31 | 14 | 0.1% |
| 904.83 | 14 | 0.1% |
| 0.95 | 14 | 0.1% |
| Other values (3118) | 19214 |
| Value | Count | Frequency (%) |
| 0.54 | 7 | |
| 0.95 | 14 | |
| 1.2 | 7 | |
| 1.23 | 6 | < 0.1% |
| 1.48 | 7 | |
| 2.43 | 6 | < 0.1% |
| 4.5 | 6 | < 0.1% |
| 5.28 | 8 | |
| 5.67 | 1 | < 0.1% |
| 6.41 | 15 |
| Value | Count | Frequency (%) |
| 4921.57 | 3 | |
| 4919.89 | 6 | |
| 4821.89 | 5 | |
| 4761.49 | 7 | |
| 4760.65 | 2 | < 0.1% |
| 4683.73 | 1 | < 0.1% |
| 4579.44 | 7 | |
| 4570.99 | 3 | |
| 4467.44 | 3 | |
| 4460.12 | 5 |
Edad_Historial_Credito
Real number (ℝ)
High correlation 
| Distinct | 261 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 301.24952 |
| Minimum | 144 |
|---|---|
| Maximum | 404 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 151.4 KiB |
Quantile statistics
| Minimum | 144 |
|---|---|
| 5-th percentile | 192 |
| Q1 | 240 |
| median | 311 |
| Q3 | 360 |
| 95-th percentile | 392 |
| Maximum | 404 |
| Range | 260 |
| Interquartile range (IQR) | 120 |
Descriptive statistics
| Standard deviation | 66.468396 |
|---|---|
| Coefficient of variation (CV) | 0.22064233 |
| Kurtosis | -1.1462105 |
| Mean | 301.24952 |
| Median Absolute Deviation (MAD) | 57 |
| Skewness | -0.28746714 |
| Sum | 5831287 |
| Variance | 4418.0477 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 352 | 140 | 0.7% |
| 383 | 138 | 0.7% |
| 394 | 134 | 0.7% |
| 346 | 134 | 0.7% |
| 347 | 133 | 0.7% |
| 395 | 133 | 0.7% |
| 363 | 132 | 0.7% |
| 374 | 131 | 0.7% |
| 358 | 130 | 0.7% |
| 377 | 130 | 0.7% |
| Other values (251) | 18022 |
| Value | Count | Frequency (%) |
| 144 | 4 | < 0.1% |
| 145 | 4 | < 0.1% |
| 146 | 7 | |
| 147 | 3 | < 0.1% |
| 148 | 6 | |
| 149 | 4 | < 0.1% |
| 150 | 8 | |
| 151 | 10 | |
| 152 | 14 | |
| 153 | 12 |
| Value | Count | Frequency (%) |
| 404 | 6 | < 0.1% |
| 403 | 8 | < 0.1% |
| 402 | 25 | 0.1% |
| 401 | 44 | 0.2% |
| 400 | 74 | |
| 399 | 92 | |
| 398 | 96 | |
| 397 | 97 | |
| 396 | 115 | |
| 395 | 133 |
Total_Cuota_Mensual
Real number (ℝ)
High correlation 
| Distinct | 3335 |
|---|---|
| Distinct (%) | 17.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 111.68614 |
| Minimum | 4.8656897 |
|---|---|
| Maximum | 1724 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 151.4 KiB |
Quantile statistics
| Minimum | 4.8656897 |
|---|---|
| 5-th percentile | 13.783563 |
| Q1 | 35.490955 |
| median | 71.198704 |
| Q3 | 150.12778 |
| 95-th percentile | 315.89704 |
| Maximum | 1724 |
| Range | 1719.1343 |
| Interquartile range (IQR) | 114.63682 |
Descriptive statistics
| Standard deviation | 129.15786 |
|---|---|
| Coefficient of variation (CV) | 1.1564359 |
| Kurtosis | 32.045591 |
| Mean | 111.68614 |
| Median Absolute Deviation (MAD) | 44.452003 |
| Skewness | 4.3481483 |
| Sum | 2161908.5 |
| Variance | 16681.753 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 75.72074705 | 8 | < 0.1% |
| 105.7173158 | 8 | < 0.1% |
| 37.78886657 | 8 | < 0.1% |
| 134.5816707 | 8 | < 0.1% |
| 172.3465509 | 8 | < 0.1% |
| 9.742872376 | 8 | < 0.1% |
| 391.6293696 | 8 | < 0.1% |
| 251.7271912 | 8 | < 0.1% |
| 158.3709313 | 8 | < 0.1% |
| 49.67208144 | 8 | < 0.1% |
| Other values (3325) | 19277 |
| Value | Count | Frequency (%) |
| 4.865689677 | 6 | |
| 5.262291048 | 6 | |
| 5.351086151 | 6 | |
| 5.463308978 | 6 | |
| 5.629824417 | 6 | |
| 5.76627588 | 7 | |
| 5.994046459 | 7 | |
| 5.994895587 | 8 | |
| 6.047450347 | 7 | |
| 6.412118995 | 5 |
| Value | Count | Frequency (%) |
| 1724 | 1 | < 0.1% |
| 1582.324556 | 5 | |
| 1568.862242 | 4 | |
| 1536.725925 | 5 | |
| 1469 | 1 | < 0.1% |
| 1466.973964 | 1 | < 0.1% |
| 1435.127574 | 3 | |
| 1320.549063 | 4 | |
| 1278.186251 | 3 | |
| 1245.569803 | 3 |
Inversion_Mensual
Real number (ℝ)
High correlation  Zeros 
| Distinct | 3126 |
|---|---|
| Distinct (%) | 16.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 62.017931 |
| Minimum | 0 |
|---|---|
| Maximum | 434.19109 |
| Zeros | 196 |
| Zeros (%) | 1.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 151.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 15.759102 |
| Q1 | 31.161401 |
| median | 50.06596 |
| Q3 | 81.184447 |
| 95-th percentile | 147.47247 |
| Maximum | 434.19109 |
| Range | 434.19109 |
| Interquartile range (IQR) | 50.023047 |
Descriptive statistics
| Standard deviation | 43.27048 |
|---|---|
| Coefficient of variation (CV) | 0.69770919 |
| Kurtosis | 4.0595015 |
| Mean | 62.017931 |
| Median Absolute Deviation (MAD) | 22.68104 |
| Skewness | 1.6134308 |
| Sum | 1200481.1 |
| Variance | 1872.3345 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 196 | 1.0% |
| 79.59342555 | 8 | < 0.1% |
| 48.58888904 | 8 | < 0.1% |
| 49.25139247 | 8 | < 0.1% |
| 81.07835188 | 8 | < 0.1% |
| 44.73597007 | 8 | < 0.1% |
| 39.58827438 | 8 | < 0.1% |
| 26.40883435 | 8 | < 0.1% |
| 75.40914763 | 8 | < 0.1% |
| 13.29077355 | 8 | < 0.1% |
| Other values (3116) | 19089 |
| Value | Count | Frequency (%) |
| 0 | 196 | |
| 10.02534446 | 7 | < 0.1% |
| 10.05105695 | 7 | < 0.1% |
| 10.07193677 | 7 | < 0.1% |
| 10.22647426 | 6 | < 0.1% |
| 10.28340438 | 5 | < 0.1% |
| 10.31583837 | 7 | < 0.1% |
| 10.35874106 | 5 | < 0.1% |
| 10.41187622 | 6 | < 0.1% |
| 10.51830213 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 434.1910894 | 6 | |
| 297.0646696 | 6 | |
| 295.9554859 | 3 | |
| 270.9726666 | 7 | |
| 262.4833024 | 5 | |
| 251.6624418 | 7 | |
| 251.5353347 | 4 | |
| 248.7162254 | 6 | |
| 246.1208399 | 7 | |
| 244.274694 | 5 |
Saldo_Mensual
Real number (ℝ)
High correlation 
| Distinct | 19102 |
|---|---|
| Distinct (%) | 98.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 426.56119 |
| Minimum | 0.088627865 |
|---|---|
| Maximum | 1183.9307 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 151.4 KiB |
Quantile statistics
| Minimum | 0.088627865 |
|---|---|
| 5-th percentile | 171.83619 |
| Q1 | 285.29913 |
| median | 364.66323 |
| Q3 | 523.08365 |
| 95-th percentile | 871.81315 |
| Maximum | 1183.9307 |
| Range | 1183.8421 |
| Interquartile range (IQR) | 237.78452 |
Descriptive statistics
| Standard deviation | 213.15752 |
|---|---|
| Coefficient of variation (CV) | 0.49971149 |
| Kurtosis | 0.92819349 |
| Mean | 426.56119 |
| Median Absolute Deviation (MAD) | 100.10422 |
| Skewness | 1.0901359 |
| Sum | 8256944.9 |
| Variance | 45436.13 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1183.930696 | 7 | < 0.1% |
| 61.73602238 | 6 | < 0.1% |
| 232.9437651 | 6 | < 0.1% |
| 232.218042 | 6 | < 0.1% |
| 295.2741058 | 5 | < 0.1% |
| 281.2076157 | 5 | < 0.1% |
| 54.88115252 | 5 | < 0.1% |
| 100.9769134 | 5 | < 0.1% |
| 319.5728862 | 5 | < 0.1% |
| 409.3431502 | 5 | < 0.1% |
| Other values (19092) | 19302 |
| Value | Count | Frequency (%) |
| 0.08862786535 | 1 | < 0.1% |
| 0.688298779 | 4 | |
| 0.9081458437 | 3 | |
| 1.325801602 | 1 | < 0.1% |
| 1.446074455 | 1 | < 0.1% |
| 1.987138164 | 2 | |
| 2.85478859 | 1 | < 0.1% |
| 3.357138107 | 1 | < 0.1% |
| 3.851841184 | 2 | |
| 4.388830932 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1183.930696 | 7 | |
| 1182.121691 | 1 | < 0.1% |
| 1182.007057 | 1 | < 0.1% |
| 1181.432931 | 1 | < 0.1% |
| 1181.293909 | 1 | < 0.1% |
| 1178.445869 | 1 | < 0.1% |
| 1177.852121 | 1 | < 0.1% |
| 1176.35584 | 1 | < 0.1% |
| 1173.611002 | 1 | < 0.1% |
| 1172.870098 | 1 | < 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 983.1 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 16145 | |
| 1.0 | 3212 | 16.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 16145 | |
| 1.0 | 3212 | 16.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 35502 | |
| . | 19357 | |
| 1 | 3212 | 5.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 35502 | |
| . | 19357 | |
| 1 | 3212 | 5.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 35502 | |
| . | 19357 | |
| 1 | 3212 | 5.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 35502 | |
| . | 19357 | |
| 1 | 3212 | 5.5% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 983.1 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 15475 | |
| 1.0 | 3882 | 20.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 15475 | |
| 1.0 | 3882 | 20.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 34832 | |
| . | 19357 | |
| 1 | 3882 | 6.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 34832 | |
| . | 19357 | |
| 1 | 3882 | 6.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 34832 | |
| . | 19357 | |
| 1 | 3882 | 6.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 34832 | |
| . | 19357 | |
| 1 | 3882 | 6.7% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 983.1 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 17060 | |
| 1.0 | 2297 | 11.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 17060 | |
| 1.0 | 2297 | 11.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 36417 | |
| . | 19357 | |
| 1 | 2297 | 4.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 36417 | |
| . | 19357 | |
| 1 | 2297 | 4.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 36417 | |
| . | 19357 | |
| 1 | 2297 | 4.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 36417 | |
| . | 19357 | |
| 1 | 2297 | 4.0% |
Comportamiento_de_Pago_Low_spent_Large_value_payments
Categorical
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 983.1 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 17237 | |
| 1.0 | 2120 | 11.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 17237 | |
| 1.0 | 2120 | 11.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 36594 | |
| . | 19357 | |
| 1 | 2120 | 3.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 36594 | |
| . | 19357 | |
| 1 | 2120 | 3.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 36594 | |
| . | 19357 | |
| 1 | 2120 | 3.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 36594 | |
| . | 19357 | |
| 1 | 2120 | 3.7% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 983.1 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 16524 | |
| 1.0 | 2833 | 14.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 16524 | |
| 1.0 | 2833 | 14.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 35881 | |
| . | 19357 | |
| 1 | 2833 | 4.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 35881 | |
| . | 19357 | |
| 1 | 2833 | 4.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 35881 | |
| . | 19357 | |
| 1 | 2833 | 4.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 35881 | |
| . | 19357 | |
| 1 | 2833 | 4.9% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 983.1 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 14344 | |
| 1.0 | 5013 | 25.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 14344 | |
| 1.0 | 5013 | 25.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 33701 | |
| . | 19357 | |
| 1 | 5013 | 8.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 33701 | |
| . | 19357 | |
| 1 | 5013 | 8.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 33701 | |
| . | 19357 | |
| 1 | 5013 | 8.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 33701 | |
| . | 19357 | |
| 1 | 5013 | 8.6% |
Mezcla_Crediticia_Bad
Categorical
High correlation  Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 983.1 KiB |
| 0.0 | |
|---|---|
| 1.0 | 1151 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 18206 | |
| 1.0 | 1151 | 5.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 18206 | |
| 1.0 | 1151 | 5.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 37563 | |
| . | 19357 | |
| 1 | 1151 | 2.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37563 | |
| . | 19357 | |
| 1 | 1151 | 2.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37563 | |
| . | 19357 | |
| 1 | 1151 | 2.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37563 | |
| . | 19357 | |
| 1 | 1151 | 2.0% |
Mezcla_Crediticia_Good
Categorical
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 983.1 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 11014 | |
| 1.0 | 8343 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 11014 | |
| 1.0 | 8343 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 30371 | |
| . | 19357 | |
| 1 | 8343 | 14.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 30371 | |
| . | 19357 | |
| 1 | 8343 | 14.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 30371 | |
| . | 19357 | |
| 1 | 8343 | 14.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 30371 | |
| . | 19357 | |
| 1 | 8343 | 14.4% |
Mezcla_Crediticia_Standard
Categorical
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 983.1 KiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 1.0 |
| 4th row | 0.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 9863 | |
| 0.0 | 9494 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 9863 | |
| 0.0 | 9494 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 28851 | |
| . | 19357 | |
| 1 | 9863 | 17.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 28851 | |
| . | 19357 | |
| 1 | 9863 | 17.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 28851 | |
| . | 19357 | |
| 1 | 9863 | 17.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 28851 | |
| . | 19357 | |
| 1 | 9863 | 17.0% |
Pago_Minimo_No
Categorical
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 983.1 KiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 10180 | |
| 0.0 | 9177 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 10180 | |
| 0.0 | 9177 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 28534 | |
| . | 19357 | |
| 1 | 10180 | 17.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 28534 | |
| . | 19357 | |
| 1 | 10180 | 17.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 28534 | |
| . | 19357 | |
| 1 | 10180 | 17.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 28534 | |
| . | 19357 | |
| 1 | 10180 | 17.5% |
Pago_Minimo_Yes
Categorical
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 983.1 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 1.0 |
| 4th row | 0.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 12601 | |
| 1.0 | 6756 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 12601 | |
| 1.0 | 6756 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 31958 | |
| . | 19357 | |
| 1 | 6756 | 11.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 31958 | |
| . | 19357 | |
| 1 | 6756 | 11.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 31958 | |
| . | 19357 | |
| 1 | 6756 | 11.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 31958 | |
| . | 19357 | |
| 1 | 6756 | 11.6% |
Ocupacion_Architect
Categorical
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 983.1 KiB |
| 0.0 | |
|---|---|
| 1.0 | 1547 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 17810 | |
| 1.0 | 1547 | 8.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 17810 | |
| 1.0 | 1547 | 8.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 37167 | |
| . | 19357 | |
| 1 | 1547 | 2.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37167 | |
| . | 19357 | |
| 1 | 1547 | 2.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37167 | |
| . | 19357 | |
| 1 | 1547 | 2.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37167 | |
| . | 19357 | |
| 1 | 1547 | 2.7% |
Ocupacion_Developer
Categorical
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 983.1 KiB |
| 0.0 | |
|---|---|
| 1.0 | 1198 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 18159 | |
| 1.0 | 1198 | 6.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 18159 | |
| 1.0 | 1198 | 6.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 37516 | |
| . | 19357 | |
| 1 | 1198 | 2.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37516 | |
| . | 19357 | |
| 1 | 1198 | 2.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37516 | |
| . | 19357 | |
| 1 | 1198 | 2.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37516 | |
| . | 19357 | |
| 1 | 1198 | 2.1% |
Ocupacion_Doctor
Categorical
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 983.1 KiB |
| 0.0 | |
|---|---|
| 1.0 | 1316 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 18041 | |
| 1.0 | 1316 | 6.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 18041 | |
| 1.0 | 1316 | 6.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 37398 | |
| . | 19357 | |
| 1 | 1316 | 2.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37398 | |
| . | 19357 | |
| 1 | 1316 | 2.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37398 | |
| . | 19357 | |
| 1 | 1316 | 2.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37398 | |
| . | 19357 | |
| 1 | 1316 | 2.3% |
Ocupacion_Engineer
Categorical
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 983.1 KiB |
| 0.0 | |
|---|---|
| 1.0 | 1337 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 18020 | |
| 1.0 | 1337 | 6.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 18020 | |
| 1.0 | 1337 | 6.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 37377 | |
| . | 19357 | |
| 1 | 1337 | 2.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37377 | |
| . | 19357 | |
| 1 | 1337 | 2.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37377 | |
| . | 19357 | |
| 1 | 1337 | 2.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37377 | |
| . | 19357 | |
| 1 | 1337 | 2.3% |
Ocupacion_Entrepreneur
Categorical
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 983.1 KiB |
| 0.0 | |
|---|---|
| 1.0 | 1298 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 18059 | |
| 1.0 | 1298 | 6.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 18059 | |
| 1.0 | 1298 | 6.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 37416 | |
| . | 19357 | |
| 1 | 1298 | 2.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37416 | |
| . | 19357 | |
| 1 | 1298 | 2.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37416 | |
| . | 19357 | |
| 1 | 1298 | 2.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37416 | |
| . | 19357 | |
| 1 | 1298 | 2.2% |
Ocupacion_Journalist
Categorical
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 983.1 KiB |
| 0.0 | |
|---|---|
| 1.0 | 1155 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 18202 | |
| 1.0 | 1155 | 6.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 18202 | |
| 1.0 | 1155 | 6.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 37559 | |
| . | 19357 | |
| 1 | 1155 | 2.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37559 | |
| . | 19357 | |
| 1 | 1155 | 2.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37559 | |
| . | 19357 | |
| 1 | 1155 | 2.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37559 | |
| . | 19357 | |
| 1 | 1155 | 2.0% |
Ocupacion_Lawyer
Categorical
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 983.1 KiB |
| 0.0 | |
|---|---|
| 1.0 | 1315 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 18042 | |
| 1.0 | 1315 | 6.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 18042 | |
| 1.0 | 1315 | 6.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 37399 | |
| . | 19357 | |
| 1 | 1315 | 2.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37399 | |
| . | 19357 | |
| 1 | 1315 | 2.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37399 | |
| . | 19357 | |
| 1 | 1315 | 2.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37399 | |
| . | 19357 | |
| 1 | 1315 | 2.3% |
Ocupacion_Manager
Categorical
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 983.1 KiB |
| 0.0 | |
|---|---|
| 1.0 | 1359 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 17998 | |
| 1.0 | 1359 | 7.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 17998 | |
| 1.0 | 1359 | 7.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 37355 | |
| . | 19357 | |
| 1 | 1359 | 2.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37355 | |
| . | 19357 | |
| 1 | 1359 | 2.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37355 | |
| . | 19357 | |
| 1 | 1359 | 2.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37355 | |
| . | 19357 | |
| 1 | 1359 | 2.3% |
Ocupacion_Mechanic
Categorical
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 983.1 KiB |
| 0.0 | |
|---|---|
| 1.0 | 1280 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 18077 | |
| 1.0 | 1280 | 6.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 18077 | |
| 1.0 | 1280 | 6.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 37434 | |
| . | 19357 | |
| 1 | 1280 | 2.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37434 | |
| . | 19357 | |
| 1 | 1280 | 2.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37434 | |
| . | 19357 | |
| 1 | 1280 | 2.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37434 | |
| . | 19357 | |
| 1 | 1280 | 2.2% |
Ocupacion_Media_Manager
Categorical
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 983.1 KiB |
| 0.0 | |
|---|---|
| 1.0 | 1336 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 18021 | |
| 1.0 | 1336 | 6.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 18021 | |
| 1.0 | 1336 | 6.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 37378 | |
| . | 19357 | |
| 1 | 1336 | 2.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37378 | |
| . | 19357 | |
| 1 | 1336 | 2.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37378 | |
| . | 19357 | |
| 1 | 1336 | 2.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37378 | |
| . | 19357 | |
| 1 | 1336 | 2.3% |
Ocupacion_Musician
Categorical
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 983.1 KiB |
| 0.0 | |
|---|---|
| 1.0 | 1234 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 18123 | |
| 1.0 | 1234 | 6.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 18123 | |
| 1.0 | 1234 | 6.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 37480 | |
| . | 19357 | |
| 1 | 1234 | 2.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37480 | |
| . | 19357 | |
| 1 | 1234 | 2.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37480 | |
| . | 19357 | |
| 1 | 1234 | 2.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37480 | |
| . | 19357 | |
| 1 | 1234 | 2.1% |
Ocupacion_Scientist
Categorical
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 983.1 KiB |
| 0.0 | |
|---|---|
| 1.0 | 1321 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 18036 | |
| 1.0 | 1321 | 6.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 18036 | |
| 1.0 | 1321 | 6.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 37393 | |
| . | 19357 | |
| 1 | 1321 | 2.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37393 | |
| . | 19357 | |
| 1 | 1321 | 2.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37393 | |
| . | 19357 | |
| 1 | 1321 | 2.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37393 | |
| . | 19357 | |
| 1 | 1321 | 2.3% |
Ocupacion_Teacher
Categorical
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 983.1 KiB |
| 0.0 | |
|---|---|
| 1.0 | 1243 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 18114 | |
| 1.0 | 1243 | 6.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 18114 | |
| 1.0 | 1243 | 6.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 37471 | |
| . | 19357 | |
| 1 | 1243 | 2.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37471 | |
| . | 19357 | |
| 1 | 1243 | 2.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37471 | |
| . | 19357 | |
| 1 | 1243 | 2.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37471 | |
| . | 19357 | |
| 1 | 1243 | 2.1% |
Ocupacion_Writer
Categorical
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 983.1 KiB |
| 0.0 | |
|---|---|
| 1.0 | 1251 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 18106 | |
| 1.0 | 1251 | 6.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 18106 | |
| 1.0 | 1251 | 6.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 37463 | |
| . | 19357 | |
| 1 | 1251 | 2.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37463 | |
| . | 19357 | |
| 1 | 1251 | 2.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37463 | |
| . | 19357 | |
| 1 | 1251 | 2.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 58071 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37463 | |
| . | 19357 | |
| 1 | 1251 | 2.2% |
debt_to_income
Real number (ℝ)
High correlation 
| Distinct | 3325 |
|---|---|
| Distinct (%) | 17.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.37005007 |
| Minimum | 4.9871489 × 10-5 |
|---|---|
| Maximum | 11.152845 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 151.4 KiB |
Quantile statistics
| Minimum | 4.9871489 × 10-5 |
|---|---|
| 5-th percentile | 0.017496364 |
| Q1 | 0.079617583 |
| median | 0.18293404 |
| Q3 | 0.43585623 |
| 95-th percentile | 1.2928915 |
| Maximum | 11.152845 |
| Range | 11.152795 |
| Interquartile range (IQR) | 0.35623864 |
Descriptive statistics
| Standard deviation | 0.56362105 |
|---|---|
| Coefficient of variation (CV) | 1.523094 |
| Kurtosis | 36.795294 |
| Mean | 0.37005007 |
| Median Absolute Deviation (MAD) | 0.13195595 |
| Skewness | 4.633825 |
| Sum | 7163.0592 |
| Variance | 0.31766868 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.236389615 | 8 | < 0.1% |
| 0.06901785204 | 8 | < 0.1% |
| 0.07846725901 | 8 | < 0.1% |
| 1.441540455 | 8 | < 0.1% |
| 0.1230158049 | 8 | < 0.1% |
| 0.3674622622 | 8 | < 0.1% |
| 0.061869603 | 8 | < 0.1% |
| 0.04971208486 | 8 | < 0.1% |
| 0.01034112313 | 8 | < 0.1% |
| 0.03704596491 | 8 | < 0.1% |
| Other values (3315) | 19277 |
| Value | Count | Frequency (%) |
| 4.987148856 × 10-5 | 7 | |
| 0.0001883884009 | 1 | < 0.1% |
| 0.0001953079131 | 6 | |
| 0.0002715908793 | 7 | |
| 0.0003473972946 | 7 | |
| 0.0006114719294 | 8 | |
| 0.0006440133375 | 6 | |
| 0.0007346131246 | 8 | |
| 0.0008134705819 | 6 | |
| 0.0008967503641 | 4 |
| Value | Count | Frequency (%) |
| 11.15284505 | 2 | < 0.1% |
| 6.346431968 | 7 | |
| 6.337295238 | 7 | |
| 6.014723224 | 5 | |
| 4.824395921 | 4 | |
| 4.539369419 | 7 | |
| 4.329946792 | 3 | |
| 4.29738895 | 6 | |
| 4.281695926 | 2 | < 0.1% |
| 4.188944068 | 7 |
payment_to_income
Real number (ℝ)
High correlation 
| Distinct | 3402 |
|---|---|
| Distinct (%) | 17.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.02464369 |
| Minimum | 0.004429483 |
|---|---|
| Maximum | 1.0653665 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 151.4 KiB |
Quantile statistics
| Minimum | 0.004429483 |
|---|---|
| 5-th percentile | 0.0061684968 |
| Q1 | 0.011924293 |
| median | 0.02014047 |
| Q3 | 0.029539547 |
| 95-th percentile | 0.057058952 |
| Maximum | 1.0653665 |
| Range | 1.060937 |
| Interquartile range (IQR) | 0.017615254 |
Descriptive statistics
| Standard deviation | 0.023723659 |
|---|---|
| Coefficient of variation (CV) | 0.96266668 |
| Kurtosis | 322.7468 |
| Mean | 0.02464369 |
| Median Absolute Deviation (MAD) | 0.0087997586 |
| Skewness | 10.524339 |
| Sum | 477.02791 |
| Variance | 0.00056281201 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.009520057205 | 8 | < 0.1% |
| 0.01527157579 | 8 | < 0.1% |
| 0.01632610305 | 8 | < 0.1% |
| 0.06664265829 | 8 | < 0.1% |
| 0.03453949641 | 8 | < 0.1% |
| 0.01295216434 | 8 | < 0.1% |
| 0.02435600772 | 8 | < 0.1% |
| 0.01871944803 | 8 | < 0.1% |
| 0.02066664657 | 8 | < 0.1% |
| 0.02628499932 | 8 | < 0.1% |
| Other values (3392) | 19277 |
| Value | Count | Frequency (%) |
| 0.004429482961 | 4 | |
| 0.004543692842 | 1 | < 0.1% |
| 0.004553168148 | 7 | |
| 0.004732171077 | 4 | |
| 0.004783509326 | 5 | |
| 0.004812806587 | 6 | |
| 0.004819616393 | 7 | |
| 0.004821449807 | 8 | |
| 0.004868627082 | 6 | |
| 0.004873816902 | 7 |
| Value | Count | Frequency (%) |
| 1.065366475 | 1 | < 0.1% |
| 0.8851275282 | 1 | < 0.1% |
| 0.5897494401 | 1 | < 0.1% |
| 0.588629435 | 1 | < 0.1% |
| 0.2130295301 | 5 | |
| 0.19683311 | 4 | |
| 0.183457187 | 6 | |
| 0.1818974756 | 4 | |
| 0.180014243 | 2 | < 0.1% |
| 0.1749280965 | 3 |
credit_history_ratio
Real number (ℝ)
High correlation 
| Distinct | 3314 |
|---|---|
| Distinct (%) | 17.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.314803 |
| Minimum | 8 |
|---|---|
| Maximum | 21.944444 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 151.4 KiB |
Quantile statistics
| Minimum | 8 |
|---|---|
| 5-th percentile | 8.1666667 |
| Q1 | 9.0571429 |
| median | 10.484848 |
| Q3 | 12.782609 |
| 95-th percentile | 17.316268 |
| Maximum | 21.944444 |
| Range | 13.944444 |
| Interquartile range (IQR) | 3.7254658 |
Descriptive statistics
| Standard deviation | 2.9106932 |
|---|---|
| Coefficient of variation (CV) | 0.25724649 |
| Kurtosis | 0.93067781 |
| Mean | 11.314803 |
| Median Absolute Deviation (MAD) | 1.6792929 |
| Skewness | 1.1886859 |
| Sum | 219020.63 |
| Variance | 8.472135 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8 | 185 | 1.0% |
| 9 | 131 | 0.7% |
| 10 | 119 | 0.6% |
| 11 | 87 | 0.4% |
| 8.5 | 80 | 0.4% |
| 9.5 | 66 | 0.3% |
| 12 | 65 | 0.3% |
| 10.5 | 61 | 0.3% |
| 8.333333333 | 55 | 0.3% |
| 13 | 50 | 0.3% |
| Other values (3304) | 18458 |
| Value | Count | Frequency (%) |
| 8 | 185 | |
| 8.02 | 3 | < 0.1% |
| 8.020408163 | 5 | < 0.1% |
| 8.020833333 | 5 | < 0.1% |
| 8.021276596 | 5 | < 0.1% |
| 8.02173913 | 3 | < 0.1% |
| 8.022222222 | 3 | < 0.1% |
| 8.022727273 | 1 | < 0.1% |
| 8.023255814 | 2 | < 0.1% |
| 8.023809524 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 21.94444444 | 3 | < 0.1% |
| 21.88888889 | 4 | |
| 21.83333333 | 4 | |
| 21.77777778 | 8 | |
| 21.72222222 | 5 | |
| 21.66666667 | 6 | |
| 21.61111111 | 8 | |
| 21.55555556 | 7 | |
| 21.5 | 6 | |
| 21.44444444 | 7 |
Interactions
Correlations
| Cambio_Limite_Credito | Comportamiento_de_Pago_High_spent_Large_value_payments | Comportamiento_de_Pago_High_spent_Medium_value_payments | Comportamiento_de_Pago_High_spent_Small_value_payments | Comportamiento_de_Pago_Low_spent_Large_value_payments | Comportamiento_de_Pago_Low_spent_Medium_value_payments | Comportamiento_de_Pago_Low_spent_Small_value_payments | Deuda_Pendiente | Edad | Edad_Historial_Credito | Inversion_Mensual | Mezcla_Crediticia_Bad | Mezcla_Crediticia_Good | Mezcla_Crediticia_Standard | Num_Consultas_Credito | Num_Pagos_Retrasados | Num_Tarjetas_Credito | Ocupacion_Architect | Ocupacion_Developer | Ocupacion_Doctor | Ocupacion_Engineer | Ocupacion_Entrepreneur | Ocupacion_Journalist | Ocupacion_Lawyer | Ocupacion_Manager | Ocupacion_Mechanic | Ocupacion_Media_Manager | Ocupacion_Musician | Ocupacion_Scientist | Ocupacion_Teacher | Ocupacion_Writer | Pago_Minimo_No | Pago_Minimo_Yes | Retraso_Pago | Salario_Mensual | Saldo_Mensual | Tasa_Interes | Total_Cuota_Mensual | credit_history_ratio | debt_to_income | payment_to_income | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Cambio_Limite_Credito | 1.000 | 0.028 | 0.017 | 0.000 | 0.000 | 0.021 | 0.028 | 0.072 | -0.117 | -0.151 | -0.077 | 0.191 | 0.393 | 0.396 | 0.251 | 0.190 | 0.078 | 0.020 | 0.026 | 0.030 | 0.070 | 0.038 | 0.047 | 0.026 | 0.037 | 0.049 | 0.036 | 0.044 | 0.032 | 0.026 | 0.046 | 0.470 | 0.491 | 0.141 | -0.092 | -0.054 | 0.228 | -0.041 | -0.037 | 0.098 | 0.057 |
| Comportamiento_de_Pago_High_spent_Large_value_payments | 0.028 | 1.000 | 0.223 | 0.163 | 0.156 | 0.184 | 0.263 | 0.038 | 0.024 | 0.030 | 0.157 | 0.033 | 0.048 | 0.031 | 0.032 | 0.040 | 0.031 | 0.000 | 0.000 | 0.000 | 0.000 | 0.009 | 0.009 | 0.000 | 0.000 | 0.011 | 0.000 | 0.000 | 0.000 | 0.012 | 0.003 | 0.045 | 0.035 | 0.038 | 0.269 | 0.429 | 0.045 | 0.158 | 0.030 | 0.080 | 0.000 |
| Comportamiento_de_Pago_High_spent_Medium_value_payments | 0.017 | 0.223 | 1.000 | 0.183 | 0.175 | 0.207 | 0.296 | 0.021 | 0.015 | 0.016 | 0.065 | 0.028 | 0.017 | 0.000 | 0.011 | 0.029 | 0.021 | 0.012 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 0.010 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 | 0.014 | 0.021 | 0.027 | 0.185 | 0.293 | 0.025 | 0.029 | 0.011 | 0.088 | 0.000 |
| Comportamiento_de_Pago_High_spent_Small_value_payments | 0.000 | 0.163 | 0.183 | 1.000 | 0.128 | 0.152 | 0.217 | 0.011 | 0.012 | 0.000 | 0.019 | 0.000 | 0.000 | 0.000 | 0.000 | 0.014 | 0.000 | 0.007 | 0.000 | 0.000 | 0.003 | 0.000 | 0.008 | 0.000 | 0.000 | 0.006 | 0.005 | 0.003 | 0.005 | 0.006 | 0.004 | 0.000 | 0.000 | 0.000 | 0.067 | 0.127 | 0.008 | 0.016 | 0.014 | 0.029 | 0.010 |
| Comportamiento_de_Pago_Low_spent_Large_value_payments | 0.000 | 0.156 | 0.175 | 0.128 | 1.000 | 0.145 | 0.207 | 0.000 | 0.000 | 0.000 | 0.026 | 0.000 | 0.005 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | 0.006 | 0.011 | 0.071 | 0.131 | 0.000 | 0.028 | 0.000 | 0.012 | 0.000 |
| Comportamiento_de_Pago_Low_spent_Medium_value_payments | 0.021 | 0.184 | 0.207 | 0.152 | 0.145 | 1.000 | 0.245 | 0.002 | 0.008 | 0.018 | 0.092 | 0.000 | 0.015 | 0.015 | 0.017 | 0.015 | 0.017 | 0.011 | 0.000 | 0.000 | 0.000 | 0.006 | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | 0.009 | 0.010 | 0.000 | 0.136 | 0.120 | 0.000 | 0.050 | 0.022 | 0.000 | 0.000 |
| Comportamiento_de_Pago_Low_spent_Small_value_payments | 0.028 | 0.263 | 0.296 | 0.217 | 0.207 | 0.245 | 1.000 | 0.073 | 0.027 | 0.060 | 0.217 | 0.052 | 0.066 | 0.040 | 0.067 | 0.076 | 0.061 | 0.000 | 0.000 | 0.000 | 0.000 | 0.017 | 0.000 | 0.000 | 0.000 | 0.014 | 0.012 | 0.006 | 0.000 | 0.000 | 0.000 | 0.055 | 0.058 | 0.065 | 0.338 | 0.444 | 0.070 | 0.149 | 0.026 | 0.164 | 0.011 |
| Deuda_Pendiente | 0.072 | 0.038 | 0.021 | 0.011 | 0.000 | 0.002 | 0.073 | 1.000 | -0.156 | -0.236 | -0.087 | 0.637 | 0.273 | 0.090 | 0.282 | 0.184 | 0.194 | 0.054 | 0.077 | 0.024 | 0.071 | 0.033 | 0.038 | 0.024 | 0.043 | 0.058 | 0.059 | 0.051 | 0.041 | 0.049 | 0.045 | 0.334 | 0.357 | 0.227 | -0.105 | -0.102 | 0.268 | 0.013 | -0.124 | 0.744 | 0.150 |
| Edad | -0.117 | 0.024 | 0.015 | 0.012 | 0.000 | 0.008 | 0.027 | -0.156 | 1.000 | 0.529 | 0.068 | 0.223 | 0.126 | 0.050 | -0.221 | -0.124 | -0.089 | 0.032 | 0.059 | 0.069 | 0.063 | 0.042 | 0.031 | 0.055 | 0.052 | 0.038 | 0.043 | 0.037 | 0.057 | 0.065 | 0.056 | 0.169 | 0.184 | -0.108 | 0.085 | 0.098 | -0.152 | -0.029 | -0.523 | -0.147 | -0.146 |
| Edad_Historial_Credito | -0.151 | 0.030 | 0.016 | 0.000 | 0.000 | 0.018 | 0.060 | -0.236 | 0.529 | 1.000 | 0.111 | 0.471 | 0.281 | 0.105 | -0.307 | -0.213 | -0.161 | 0.037 | 0.015 | 0.029 | 0.049 | 0.047 | 0.056 | 0.049 | 0.083 | 0.078 | 0.057 | 0.045 | 0.036 | 0.092 | 0.014 | 0.329 | 0.358 | -0.183 | 0.123 | 0.137 | -0.268 | -0.048 | 0.347 | -0.216 | -0.232 |
| Inversion_Mensual | -0.077 | 0.157 | 0.065 | 0.019 | 0.026 | 0.092 | 0.217 | -0.087 | 0.068 | 0.111 | 1.000 | 0.104 | 0.191 | 0.141 | -0.119 | -0.174 | -0.091 | 0.035 | 0.042 | 0.069 | 0.043 | 0.065 | 0.047 | 0.029 | 0.018 | 0.062 | 0.051 | 0.074 | 0.035 | 0.030 | 0.025 | 0.148 | 0.160 | -0.115 | 0.838 | 0.454 | -0.152 | 0.621 | 0.047 | -0.582 | -0.089 |
| Mezcla_Crediticia_Bad | 0.191 | 0.033 | 0.028 | 0.000 | 0.000 | 0.000 | 0.052 | 0.637 | 0.223 | 0.471 | 0.104 | 1.000 | 0.219 | 0.256 | 0.508 | 0.577 | 0.502 | 0.023 | 0.029 | 0.000 | 0.000 | 0.030 | 0.016 | 0.000 | 0.019 | 0.000 | 0.013 | 0.010 | 0.025 | 0.029 | 0.015 | 0.265 | 0.283 | 0.683 | 0.210 | 0.173 | 0.639 | 0.037 | 0.159 | 0.385 | 0.000 |
| Mezcla_Crediticia_Good | 0.393 | 0.048 | 0.017 | 0.000 | 0.005 | 0.015 | 0.066 | 0.273 | 0.126 | 0.281 | 0.191 | 0.219 | 1.000 | 0.887 | 0.370 | 0.672 | 0.331 | 0.028 | 0.000 | 0.014 | 0.000 | 0.031 | 0.000 | 0.003 | 0.000 | 0.031 | 0.010 | 0.012 | 0.000 | 0.006 | 0.039 | 0.606 | 0.637 | 0.472 | 0.289 | 0.180 | 0.629 | 0.103 | 0.122 | 0.202 | 0.016 |
| Mezcla_Crediticia_Standard | 0.396 | 0.031 | 0.000 | 0.000 | 0.005 | 0.015 | 0.040 | 0.090 | 0.050 | 0.105 | 0.141 | 0.256 | 0.887 | 1.000 | 0.186 | 0.589 | 0.261 | 0.039 | 0.019 | 0.013 | 0.000 | 0.015 | 0.008 | 0.008 | 0.004 | 0.033 | 0.018 | 0.003 | 0.015 | 0.023 | 0.047 | 0.475 | 0.497 | 0.397 | 0.233 | 0.121 | 0.524 | 0.113 | 0.052 | 0.044 | 0.012 |
| Num_Consultas_Credito | 0.251 | 0.032 | 0.011 | 0.000 | 0.000 | 0.017 | 0.067 | 0.282 | -0.221 | -0.307 | -0.119 | 0.508 | 0.370 | 0.186 | 1.000 | 0.290 | 0.212 | 0.047 | 0.076 | 0.023 | 0.056 | 0.048 | 0.056 | 0.051 | 0.038 | 0.026 | 0.036 | 0.041 | 0.042 | 0.052 | 0.056 | 0.441 | 0.467 | 0.283 | -0.148 | -0.129 | 0.357 | 0.016 | -0.115 | 0.266 | 0.210 |
| Num_Pagos_Retrasados | 0.190 | 0.040 | 0.029 | 0.014 | 0.000 | 0.015 | 0.076 | 0.184 | -0.124 | -0.213 | -0.174 | 0.577 | 0.672 | 0.589 | 0.290 | 1.000 | 0.224 | 0.034 | 0.022 | 0.000 | 0.040 | 0.017 | 0.059 | 0.015 | 0.037 | 0.045 | 0.042 | 0.026 | 0.037 | 0.017 | 0.039 | 0.421 | 0.446 | 0.441 | -0.213 | -0.156 | 0.453 | -0.061 | -0.107 | 0.247 | 0.164 |
| Num_Tarjetas_Credito | 0.078 | 0.031 | 0.021 | 0.000 | 0.000 | 0.017 | 0.061 | 0.194 | -0.089 | -0.161 | -0.091 | 0.502 | 0.331 | 0.261 | 0.212 | 0.224 | 1.000 | 0.045 | 0.039 | 0.049 | 0.047 | 0.058 | 0.044 | 0.023 | 0.054 | 0.037 | 0.038 | 0.053 | 0.035 | 0.063 | 0.067 | 0.270 | 0.284 | 0.239 | -0.112 | -0.101 | 0.221 | 0.002 | -0.080 | 0.191 | 0.145 |
| Ocupacion_Architect | 0.020 | 0.000 | 0.012 | 0.007 | 0.000 | 0.011 | 0.000 | 0.054 | 0.032 | 0.037 | 0.035 | 0.023 | 0.028 | 0.039 | 0.047 | 0.034 | 0.045 | 1.000 | 0.075 | 0.079 | 0.080 | 0.078 | 0.073 | 0.079 | 0.080 | 0.078 | 0.080 | 0.076 | 0.079 | 0.076 | 0.077 | 0.000 | 0.006 | 0.043 | 0.063 | 0.016 | 0.034 | 0.019 | 0.039 | 0.039 | 0.003 |
| Ocupacion_Developer | 0.026 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.077 | 0.059 | 0.015 | 0.042 | 0.029 | 0.000 | 0.019 | 0.076 | 0.022 | 0.039 | 0.075 | 1.000 | 0.069 | 0.069 | 0.068 | 0.064 | 0.069 | 0.070 | 0.068 | 0.069 | 0.066 | 0.069 | 0.066 | 0.067 | 0.000 | 0.000 | 0.068 | 0.078 | 0.018 | 0.059 | 0.049 | 0.041 | 0.051 | 0.030 |
| Ocupacion_Doctor | 0.030 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.024 | 0.069 | 0.029 | 0.069 | 0.000 | 0.014 | 0.013 | 0.023 | 0.000 | 0.049 | 0.079 | 0.069 | 1.000 | 0.073 | 0.072 | 0.067 | 0.072 | 0.073 | 0.071 | 0.073 | 0.070 | 0.072 | 0.070 | 0.070 | 0.000 | 0.007 | 0.027 | 0.019 | 0.000 | 0.052 | 0.033 | 0.060 | 0.025 | 0.000 |
| Ocupacion_Engineer | 0.070 | 0.000 | 0.000 | 0.003 | 0.000 | 0.000 | 0.000 | 0.071 | 0.063 | 0.049 | 0.043 | 0.000 | 0.000 | 0.000 | 0.056 | 0.040 | 0.047 | 0.080 | 0.069 | 0.073 | 1.000 | 0.072 | 0.068 | 0.073 | 0.074 | 0.072 | 0.073 | 0.070 | 0.073 | 0.071 | 0.071 | 0.011 | 0.013 | 0.034 | 0.056 | 0.024 | 0.052 | 0.053 | 0.046 | 0.027 | 0.000 |
| Ocupacion_Entrepreneur | 0.038 | 0.009 | 0.000 | 0.000 | 0.000 | 0.006 | 0.017 | 0.033 | 0.042 | 0.047 | 0.065 | 0.030 | 0.031 | 0.015 | 0.048 | 0.017 | 0.058 | 0.078 | 0.068 | 0.072 | 0.072 | 1.000 | 0.067 | 0.072 | 0.073 | 0.071 | 0.072 | 0.069 | 0.072 | 0.069 | 0.070 | 0.025 | 0.027 | 0.032 | 0.057 | 0.042 | 0.055 | 0.057 | 0.035 | 0.064 | 0.024 |
| Ocupacion_Journalist | 0.047 | 0.009 | 0.007 | 0.008 | 0.000 | 0.000 | 0.000 | 0.038 | 0.031 | 0.056 | 0.047 | 0.016 | 0.000 | 0.008 | 0.056 | 0.059 | 0.044 | 0.073 | 0.064 | 0.067 | 0.068 | 0.067 | 1.000 | 0.067 | 0.068 | 0.066 | 0.068 | 0.065 | 0.067 | 0.065 | 0.065 | 0.013 | 0.021 | 0.043 | 0.042 | 0.021 | 0.061 | 0.032 | 0.041 | 0.018 | 0.018 |
| Ocupacion_Lawyer | 0.026 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.024 | 0.055 | 0.049 | 0.029 | 0.000 | 0.003 | 0.008 | 0.051 | 0.015 | 0.023 | 0.079 | 0.069 | 0.072 | 0.073 | 0.072 | 0.067 | 1.000 | 0.073 | 0.071 | 0.073 | 0.070 | 0.072 | 0.070 | 0.070 | 0.021 | 0.011 | 0.060 | 0.058 | 0.000 | 0.035 | 0.009 | 0.047 | 0.048 | 0.000 |
| Ocupacion_Manager | 0.037 | 0.000 | 0.010 | 0.000 | 0.000 | 0.000 | 0.000 | 0.043 | 0.052 | 0.083 | 0.018 | 0.019 | 0.000 | 0.004 | 0.038 | 0.037 | 0.054 | 0.080 | 0.070 | 0.073 | 0.074 | 0.073 | 0.068 | 0.073 | 1.000 | 0.072 | 0.074 | 0.071 | 0.074 | 0.071 | 0.071 | 0.019 | 0.019 | 0.031 | 0.054 | 0.020 | 0.055 | 0.038 | 0.056 | 0.045 | 0.010 |
| Ocupacion_Mechanic | 0.049 | 0.011 | 0.000 | 0.006 | 0.000 | 0.005 | 0.014 | 0.058 | 0.038 | 0.078 | 0.062 | 0.000 | 0.031 | 0.033 | 0.026 | 0.045 | 0.037 | 0.078 | 0.068 | 0.071 | 0.072 | 0.071 | 0.066 | 0.071 | 0.072 | 1.000 | 0.072 | 0.069 | 0.071 | 0.069 | 0.069 | 0.012 | 0.028 | 0.036 | 0.051 | 0.022 | 0.049 | 0.018 | 0.054 | 0.028 | 0.000 |
| Ocupacion_Media_Manager | 0.036 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | 0.012 | 0.059 | 0.043 | 0.057 | 0.051 | 0.013 | 0.010 | 0.018 | 0.036 | 0.042 | 0.038 | 0.080 | 0.069 | 0.073 | 0.073 | 0.072 | 0.068 | 0.073 | 0.074 | 0.072 | 1.000 | 0.070 | 0.073 | 0.071 | 0.071 | 0.031 | 0.024 | 0.029 | 0.049 | 0.000 | 0.061 | 0.030 | 0.041 | 0.042 | 0.016 |
| Ocupacion_Musician | 0.044 | 0.000 | 0.000 | 0.003 | 0.000 | 0.000 | 0.006 | 0.051 | 0.037 | 0.045 | 0.074 | 0.010 | 0.012 | 0.003 | 0.041 | 0.026 | 0.053 | 0.076 | 0.066 | 0.070 | 0.070 | 0.069 | 0.065 | 0.070 | 0.071 | 0.069 | 0.070 | 1.000 | 0.070 | 0.068 | 0.068 | 0.015 | 0.011 | 0.026 | 0.037 | 0.013 | 0.034 | 0.009 | 0.042 | 0.028 | 0.000 |
| Ocupacion_Scientist | 0.032 | 0.000 | 0.000 | 0.005 | 0.000 | 0.005 | 0.000 | 0.041 | 0.057 | 0.036 | 0.035 | 0.025 | 0.000 | 0.015 | 0.042 | 0.037 | 0.035 | 0.079 | 0.069 | 0.072 | 0.073 | 0.072 | 0.067 | 0.072 | 0.074 | 0.071 | 0.073 | 0.070 | 1.000 | 0.070 | 0.070 | 0.000 | 0.008 | 0.055 | 0.048 | 0.018 | 0.041 | 0.042 | 0.051 | 0.028 | 0.028 |
| Ocupacion_Teacher | 0.026 | 0.012 | 0.005 | 0.006 | 0.005 | 0.000 | 0.000 | 0.049 | 0.065 | 0.092 | 0.030 | 0.029 | 0.006 | 0.023 | 0.052 | 0.017 | 0.063 | 0.076 | 0.066 | 0.070 | 0.071 | 0.069 | 0.065 | 0.070 | 0.071 | 0.069 | 0.071 | 0.068 | 0.070 | 1.000 | 0.068 | 0.000 | 0.000 | 0.045 | 0.039 | 0.026 | 0.035 | 0.038 | 0.033 | 0.041 | 0.000 |
| Ocupacion_Writer | 0.046 | 0.003 | 0.000 | 0.004 | 0.000 | 0.000 | 0.000 | 0.045 | 0.056 | 0.014 | 0.025 | 0.015 | 0.039 | 0.047 | 0.056 | 0.039 | 0.067 | 0.077 | 0.067 | 0.070 | 0.071 | 0.070 | 0.065 | 0.070 | 0.071 | 0.069 | 0.071 | 0.068 | 0.070 | 0.068 | 1.000 | 0.034 | 0.025 | 0.047 | 0.040 | 0.022 | 0.055 | 0.037 | 0.038 | 0.017 | 0.035 |
| Pago_Minimo_No | 0.470 | 0.045 | 0.014 | 0.000 | 0.000 | 0.009 | 0.055 | 0.334 | 0.169 | 0.329 | 0.148 | 0.265 | 0.606 | 0.475 | 0.441 | 0.421 | 0.270 | 0.000 | 0.000 | 0.000 | 0.011 | 0.025 | 0.013 | 0.021 | 0.019 | 0.012 | 0.031 | 0.015 | 0.000 | 0.000 | 0.034 | 1.000 | 0.771 | 0.353 | 0.219 | 0.157 | 0.475 | 0.060 | 0.123 | 0.227 | 0.000 |
| Pago_Minimo_Yes | 0.491 | 0.035 | 0.021 | 0.000 | 0.006 | 0.010 | 0.058 | 0.357 | 0.184 | 0.358 | 0.160 | 0.283 | 0.637 | 0.497 | 0.467 | 0.446 | 0.284 | 0.006 | 0.000 | 0.007 | 0.013 | 0.027 | 0.021 | 0.011 | 0.019 | 0.028 | 0.024 | 0.011 | 0.008 | 0.000 | 0.025 | 0.771 | 1.000 | 0.371 | 0.228 | 0.163 | 0.498 | 0.058 | 0.135 | 0.246 | 0.009 |
| Retraso_Pago | 0.141 | 0.038 | 0.027 | 0.000 | 0.011 | 0.000 | 0.065 | 0.227 | -0.108 | -0.183 | -0.115 | 0.683 | 0.472 | 0.397 | 0.283 | 0.441 | 0.239 | 0.043 | 0.068 | 0.027 | 0.034 | 0.032 | 0.043 | 0.060 | 0.031 | 0.036 | 0.029 | 0.026 | 0.055 | 0.045 | 0.047 | 0.353 | 0.371 | 1.000 | -0.161 | -0.129 | 0.375 | -0.022 | -0.089 | 0.246 | 0.161 |
| Salario_Mensual | -0.092 | 0.269 | 0.185 | 0.067 | 0.071 | 0.136 | 0.338 | -0.105 | 0.085 | 0.123 | 0.838 | 0.210 | 0.289 | 0.233 | -0.148 | -0.213 | -0.112 | 0.063 | 0.078 | 0.019 | 0.056 | 0.057 | 0.042 | 0.058 | 0.054 | 0.051 | 0.049 | 0.037 | 0.048 | 0.039 | 0.040 | 0.219 | 0.228 | -0.161 | 1.000 | 0.573 | -0.185 | 0.733 | 0.043 | -0.692 | -0.113 |
| Saldo_Mensual | -0.054 | 0.429 | 0.293 | 0.127 | 0.131 | 0.120 | 0.444 | -0.102 | 0.098 | 0.137 | 0.454 | 0.173 | 0.180 | 0.121 | -0.129 | -0.156 | -0.101 | 0.016 | 0.018 | 0.000 | 0.024 | 0.042 | 0.021 | 0.000 | 0.020 | 0.022 | 0.000 | 0.013 | 0.018 | 0.026 | 0.022 | 0.157 | 0.163 | -0.129 | 0.573 | 1.000 | -0.151 | 0.287 | 0.046 | -0.424 | -0.262 |
| Tasa_Interes | 0.228 | 0.045 | 0.025 | 0.008 | 0.000 | 0.000 | 0.070 | 0.268 | -0.152 | -0.268 | -0.152 | 0.639 | 0.629 | 0.524 | 0.357 | 0.453 | 0.221 | 0.034 | 0.059 | 0.052 | 0.052 | 0.055 | 0.061 | 0.035 | 0.055 | 0.049 | 0.061 | 0.034 | 0.041 | 0.035 | 0.055 | 0.475 | 0.498 | 0.375 | -0.185 | -0.151 | 1.000 | -0.023 | -0.137 | 0.277 | 0.196 |
| Total_Cuota_Mensual | -0.041 | 0.158 | 0.029 | 0.016 | 0.028 | 0.050 | 0.149 | 0.013 | -0.029 | -0.048 | 0.621 | 0.037 | 0.103 | 0.113 | 0.016 | -0.061 | 0.002 | 0.019 | 0.049 | 0.033 | 0.053 | 0.057 | 0.032 | 0.009 | 0.038 | 0.018 | 0.030 | 0.009 | 0.042 | 0.038 | 0.037 | 0.060 | 0.058 | -0.022 | 0.733 | 0.287 | -0.023 | 1.000 | -0.025 | -0.452 | 0.562 |
| credit_history_ratio | -0.037 | 0.030 | 0.011 | 0.014 | 0.000 | 0.022 | 0.026 | -0.124 | -0.523 | 0.347 | 0.047 | 0.159 | 0.122 | 0.052 | -0.115 | -0.107 | -0.080 | 0.039 | 0.041 | 0.060 | 0.046 | 0.035 | 0.041 | 0.047 | 0.056 | 0.054 | 0.041 | 0.042 | 0.051 | 0.033 | 0.038 | 0.123 | 0.135 | -0.089 | 0.043 | 0.046 | -0.137 | -0.025 | 1.000 | -0.100 | -0.100 |
| debt_to_income | 0.098 | 0.080 | 0.088 | 0.029 | 0.012 | 0.000 | 0.164 | 0.744 | -0.147 | -0.216 | -0.582 | 0.385 | 0.202 | 0.044 | 0.266 | 0.247 | 0.191 | 0.039 | 0.051 | 0.025 | 0.027 | 0.064 | 0.018 | 0.048 | 0.045 | 0.028 | 0.042 | 0.028 | 0.028 | 0.041 | 0.017 | 0.227 | 0.246 | 0.246 | -0.692 | -0.424 | 0.277 | -0.452 | -0.100 | 1.000 | 0.158 |
| payment_to_income | 0.057 | 0.000 | 0.000 | 0.010 | 0.000 | 0.000 | 0.011 | 0.150 | -0.146 | -0.232 | -0.089 | 0.000 | 0.016 | 0.012 | 0.210 | 0.164 | 0.145 | 0.003 | 0.030 | 0.000 | 0.000 | 0.024 | 0.018 | 0.000 | 0.010 | 0.000 | 0.016 | 0.000 | 0.028 | 0.000 | 0.035 | 0.000 | 0.009 | 0.161 | -0.113 | -0.262 | 0.196 | 0.562 | -0.100 | 0.158 | 1.000 |
Missing values
Sample
| Edad | Salario_Mensual | Num_Tarjetas_Credito | Tasa_Interes | Retraso_Pago | Num_Pagos_Retrasados | Cambio_Limite_Credito | Num_Consultas_Credito | Deuda_Pendiente | Edad_Historial_Credito | Total_Cuota_Mensual | Inversion_Mensual | Saldo_Mensual | Comportamiento_de_Pago_High_spent_Large_value_payments | Comportamiento_de_Pago_High_spent_Medium_value_payments | Comportamiento_de_Pago_High_spent_Small_value_payments | Comportamiento_de_Pago_Low_spent_Large_value_payments | Comportamiento_de_Pago_Low_spent_Medium_value_payments | Comportamiento_de_Pago_Low_spent_Small_value_payments | Mezcla_Crediticia_Bad | Mezcla_Crediticia_Good | Mezcla_Crediticia_Standard | Pago_Minimo_No | Pago_Minimo_Yes | Ocupacion_Architect | Ocupacion_Developer | Ocupacion_Doctor | Ocupacion_Engineer | Ocupacion_Entrepreneur | Ocupacion_Journalist | Ocupacion_Lawyer | Ocupacion_Manager | Ocupacion_Mechanic | Ocupacion_Media_Manager | Ocupacion_Musician | Ocupacion_Scientist | Ocupacion_Teacher | Ocupacion_Writer | debt_to_income | payment_to_income | credit_history_ratio | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 38.0 | 4896.556667 | 5.0 | 7.0 | 29.0 | 16.0 | 7.37 | 4.0 | 1419.99 | 362.0 | 131.871482 | 90.929602 | 406.762086 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.289998 | 0.026931 | 9.526316 |
| 1 | 18.0 | 1003.884583 | 6.0 | 8.0 | 8.0 | 9.0 | 11.26 | 1.0 | 45.37 | 222.0 | 14.724662 | 20.894529 | 270.114331 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.045194 | 0.014668 | 12.333333 |
| 2 | 19.0 | 1309.910417 | 6.0 | 18.0 | 7.0 | 8.0 | 18.31 | 6.0 | 1313.30 | 238.0 | 50.091756 | 38.299870 | 210.620294 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.002588 | 0.038241 | 12.526316 |
| 3 | 33.0 | 2579.805000 | 1.0 | 6.0 | 6.0 | 5.0 | 2.42 | 0.0 | 301.38 | 378.0 | 35.001843 | 35.365135 | 363.436801 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.116823 | 0.013568 | 11.454545 |
| 4 | 20.0 | 2209.863333 | 6.0 | 24.0 | 19.0 | 17.0 | 23.98 | 14.0 | 2059.36 | 176.0 | 112.473593 | 34.885490 | 232.984405 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.931895 | 0.050896 | 8.800000 |
| 5 | 27.0 | 6882.046667 | 5.0 | 11.0 | 6.0 | 16.0 | 16.07 | 5.0 | 1210.87 | 244.0 | 74.807701 | 86.033646 | 695.429290 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.175946 | 0.010870 | 9.037037 |
| 6 | 43.0 | 2668.341667 | 3.0 | 10.0 | 6.0 | 5.0 | 4.82 | 1.0 | 681.09 | 386.0 | 19.186561 | 48.889857 | 440.275687 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.255248 | 0.007190 | 8.976744 |
| 7 | 44.0 | 4901.235000 | 4.0 | 13.0 | 21.0 | 10.0 | 4.08 | 2.0 | 636.65 | 365.0 | 41.633626 | 74.114120 | 561.709522 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.129896 | 0.008495 | 8.295455 |
| 8 | 27.0 | 2689.652500 | 3.0 | 10.0 | 19.0 | 13.0 | 11.69 | 1.0 | 905.89 | 222.0 | 22.795396 | 58.818110 | 418.744327 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.336806 | 0.008475 | 8.222222 |
| 9 | 27.0 | 3150.801667 | 6.0 | 2.0 | 18.0 | 19.0 | 11.40 | 6.0 | 557.48 | 363.0 | 57.175507 | 31.935048 | 419.327815 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.176933 | 0.018146 | 13.444444 |
| Edad | Salario_Mensual | Num_Tarjetas_Credito | Tasa_Interes | Retraso_Pago | Num_Pagos_Retrasados | Cambio_Limite_Credito | Num_Consultas_Credito | Deuda_Pendiente | Edad_Historial_Credito | Total_Cuota_Mensual | Inversion_Mensual | Saldo_Mensual | Comportamiento_de_Pago_High_spent_Large_value_payments | Comportamiento_de_Pago_High_spent_Medium_value_payments | Comportamiento_de_Pago_High_spent_Small_value_payments | Comportamiento_de_Pago_Low_spent_Large_value_payments | Comportamiento_de_Pago_Low_spent_Medium_value_payments | Comportamiento_de_Pago_Low_spent_Small_value_payments | Mezcla_Crediticia_Bad | Mezcla_Crediticia_Good | Mezcla_Crediticia_Standard | Pago_Minimo_No | Pago_Minimo_Yes | Ocupacion_Architect | Ocupacion_Developer | Ocupacion_Doctor | Ocupacion_Engineer | Ocupacion_Entrepreneur | Ocupacion_Journalist | Ocupacion_Lawyer | Ocupacion_Manager | Ocupacion_Mechanic | Ocupacion_Media_Manager | Ocupacion_Musician | Ocupacion_Scientist | Ocupacion_Teacher | Ocupacion_Writer | debt_to_income | payment_to_income | credit_history_ratio | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 19347 | 25.0 | 14835.973333 | 3.0 | 4.0 | 5.0 | 0.0 | 6.67 | 0.0 | 137.20 | 230.0 | 328.238449 | 137.422517 | 919.891963 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.009248 | 0.022124 | 9.200000 |
| 19348 | 27.0 | 14302.173333 | 5.0 | 6.0 | 19.0 | 2.0 | 4.70 | 2.0 | 700.71 | 338.0 | 98.712097 | 153.703305 | 295.274106 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.048993 | 0.006902 | 12.518519 |
| 19349 | 19.0 | 1983.645000 | 4.0 | 10.0 | 5.0 | 18.0 | 17.45 | 7.0 | 859.23 | 335.0 | 17.603560 | 30.121641 | 334.806396 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.433157 | 0.008874 | 17.631579 |
| 19350 | 29.0 | 6341.490000 | 4.0 | 6.0 | 17.0 | 11.0 | 7.57 | 7.0 | 203.21 | 242.0 | 172.150324 | 51.199374 | 238.434102 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.032045 | 0.027147 | 8.344828 |
| 19351 | 26.0 | 1295.143333 | 8.0 | 32.0 | 47.0 | 10.0 | 16.91 | 10.0 | 2654.64 | 242.0 | 17.059152 | 32.095439 | 253.597403 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.049688 | 0.013172 | 9.307692 |
| 19352 | 23.0 | 1741.774167 | 6.0 | 18.0 | 44.0 | 19.0 | 5.96 | 7.0 | 2088.76 | 217.0 | 71.666866 | 23.024482 | 161.410561 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.199214 | 0.041146 | 9.434783 |
| 19353 | 32.0 | 3627.391667 | 5.0 | 5.0 | 24.0 | 1.0 | 6.54 | 7.0 | 699.11 | 326.0 | 45.775618 | 89.012604 | 249.560383 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.192731 | 0.012619 | 10.187500 |
| 19354 | 23.0 | 1089.858750 | 7.0 | 4.0 | 12.0 | 5.0 | 11.90 | 0.0 | 1439.09 | 369.0 | 14.350146 | 37.075804 | 269.599940 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.320437 | 0.013167 | 16.043478 |
| 19355 | 22.0 | 3235.254167 | 5.0 | 14.0 | 20.0 | 13.0 | 8.20 | 5.0 | 1009.33 | 219.0 | 73.891109 | 40.305559 | 429.506408 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.311979 | 0.022839 | 9.954545 |
| 19356 | 26.0 | 2211.518333 | 5.0 | 7.0 | 25.0 | 13.0 | 8.36 | 4.0 | 834.87 | 224.0 | 95.037229 | 38.759534 | 286.094746 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.377510 | 0.042974 | 8.615385 |